Group Lasso estimation of high-dimensional covariance matrices

Jérémie Bigot, Rolando Biscay, Jean-Michel Loubes +1

In this paper, we consider the Group Lasso estimator of the covariance matrix of a stochastic process corrupted by an additive noise. We propose to estimate the covariance matrix i…